{"id":"W2924965132","doi":"10.3390/ijerph16061039","title":"A Two-Stage Decision Framework for Resolving Brownfield Conflicts","year":2019,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Northwestern Polytechnical University; Northwestern University","keywords":"Brownfield; Negotiation; Conflict resolution; Stage (stratigraphy); Operations research; Preference; Computer science; Outcome (game theory); Intervention (counseling); Management science; Engineering; Political science; Economics; Microeconomics; Psychology; Civil engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001848633,0.00008045158,0.0001845679,0.000273854,0.0001056021,0.0001676021,0.0003755536,0.00002916169,0.001482611],"category_scores_gemma":[0.00008540456,0.00007020895,0.00009590031,0.00008093601,0.00006858049,0.0002346185,0.000168969,0.0004232434,0.0000110014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153265,"about_ca_system_score_gemma":0.0001304104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009692826,"about_ca_topic_score_gemma":0.000006653945,"domain_scores_codex":[0.9982498,0.00009913714,0.0003955781,0.0001574387,0.00076624,0.0003317845],"domain_scores_gemma":[0.9982984,0.0009445222,0.0002312454,0.0001342414,0.0001135302,0.0002780618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000347818,0.0008316319,0.2136338,0.00001660753,0.0003788585,0.000007504059,0.0006258129,0.00003569312,0.001000061,0.2164601,0.003002925,0.5636592],"study_design_scores_gemma":[0.003754038,0.002573184,0.03927715,0.0004500179,0.000007713847,0.00003185624,0.00395751,0.003565758,0.0005463266,0.2772365,0.6682209,0.0003790928],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8664587,0.0005134157,0.1258409,0.004773119,0.0002440756,0.0003405407,0.00007407692,0.000006420692,0.001748756],"genre_scores_gemma":[0.9859617,0.0001921643,0.01275237,0.0002424439,0.0004874371,0.000006668448,0.00001633449,0.00001084688,0.0003300602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6652179,"threshold_uncertainty_score":0.9994302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07181218748243046,"score_gpt":0.4263957059112552,"score_spread":0.3545835184288247,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}